diff --git a/benchmarks/README.md b/benchmarks/README.md index ee922e0..045b6ca 100644 --- a/benchmarks/README.md +++ b/benchmarks/README.md @@ -37,3 +37,15 @@ bash setup_deb.sh # works on Debian-based systems bash download_models.sh # uncomment preferred models in the file, by default llama3 q8_0 will be downloaded bash run.sh # modify to adjust number of threads available and other parameters ``` + +## Speedup Ampere optimized llama.cpp (r1.2.6) vs llama.cpp (b3615) + +| | Q4_K_M | Q4_K_4 | Speedup | +|-----------------------|---|---|---| +|token generation (t/s) | 191.76 | 289.99 | 1.51x | +|prompt processing (t/s)| 265.64 | 542.87 | 2.04x | + +| | Q8_0 | Q8R16 | Speedup | +|-----------------------|---|---|---| +|token generation (t/s) | 248.17 | 313.78 | 1.26x | +|prompt processing (t/s)| 410.90 | 950.64 | 2.31x | diff --git a/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q4_K_4.gguf@PP128@TG256.csv b/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q4_K_4.gguf@PP128@TG256.csv new file mode 100644 index 0000000..5bd250f --- /dev/null +++ b/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q4_K_4.gguf@PP128@TG256.csv @@ -0,0 +1,37 @@ +n_proc,n_threads,batch_size,prompt_size,output_tokens,pp_throughput_tps,pp_avg_latency_sec,tg_throughput_tps,tg_avg_latency_sec,pp+tg_throughput_tps,concurrency +12,16,1,128,256,494.666894531456,3.10549999999999,39.6294901780034,0.3028095703125,56.7131481458689,12 +8,24,1,128,256,469.315399811132,2.183,39.3168478712251,0.2034814453125,55.9185976664178,8 +6,32,1,128,256,473.192594502983,1.62366666666666,41.6249986553418,0.144159505208333,59.040590405904,6 +4,48,1,128,256,411.965896564616,1.24299999999999,33.9852688224386,0.1177021484375,48.5599570042047,4 +2,96,1,128,256,305.354978576671,0.8385,24.7206425382519,0.08091015625,35.357488145113,2 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+1,192,32,128,256,238.639011885341,17.164,87.3422040259297,0.366375,110.74660225675,32 \ No newline at end of file diff --git a/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q8R16.gguf@PP128@TG256.csv b/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q8R16.gguf@PP128@TG256.csv new file mode 100644 index 0000000..d0abe62 --- /dev/null +++ b/benchmarks/example_results/ampereone/ampere_optimized_llama.cpp_r1.2.6/Meta-Llama-3-8B-Instruct.Q8R16.gguf@PP128@TG256.csv @@ -0,0 +1,37 @@ +n_proc,n_threads,batch_size,prompt_size,output_tokens,pp_throughput_tps,pp_avg_latency_sec,tg_throughput_tps,tg_avg_latency_sec,pp+tg_throughput_tps,concurrency +12,16,1,128,256,868.021350611679,1.77074999999999,27.1740426566711,0.441602864583333,39.9431365070559,12 +8,24,1,128,256,784.364093581668,1.310875,28.3653389752284,0.2820380859375,41.6006500101564,8 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